The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2020-11-27"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "61645535 (up from 60973650 yesterday: 1.1 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "1442664 (up from 1432047 yesterday: 0.74 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 12256680

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.34



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 13088821 205557 1.60 3288978 264858 1404 0.53 2.02
India 9351109 41322 0.44 889029 136200 485 0.36 1.46
Brazil 6238350 34130 0.55 607169 171974 514 0.30 2.76
France 2248209 12672 0.57 538493 51999 958 1.88 2.31
Russia 2196691 27267 1.26 476628 38175 487 1.29 1.74
Spain 1628208 10853 0.67 299376 44668 294 0.66 2.74
United Kingdom 1593250 14821 0.94 443459 57648 520 0.91 3.62
Italy 1538217 28342 1.88 675536 53677 827 1.56 3.49
Argentina 1407277 7846 0.56 178463 38216 275 0.72 2.72
Colombia 1290510 10023 0.78 162777 36214 195 0.54 2.81
Mexico 1078594 0 0.00 123466 104242 0 0.00 9.66
Germany 1038649 20819 2.05 384657 16011 371 2.37 1.54
Poland 958416 17304 1.84 464651 16147 579 3.72 1.68
Peru 956347 3908 0.41 41625 35785 100 0.28 3.74
Iran 922397 14051 1.55 258597 47095 406 0.87 5.11
South Africa 781941 3370 0.43 47766 21378 89 0.42 2.73
Ukraine 712249 16494 2.37 258684 12292 201 1.66 1.73
Belgium 570829 3297 0.58 82785 16339 120 0.74 2.86
Turkey 548244 44506 8.84 158988 13191 177 1.36 2.41
Chile 547243 1581 0.29 28853 15278 43 0.28 2.79
Iraq 547215 2545 0.47 54076 12167 42 0.35 2.22
Indonesia 522581 5828 1.13 93007 16521 169 1.03 3.16
Netherlands 517045 5883 1.15 112653 9343 83 0.90 1.81
Czechia 515984 4464 0.87 112487 7967 188 2.42 1.54
Bangladesh 458711 2273 0.50 41236 6544 20 0.31 1.43
Romania 457848 8499 1.89 170786 10884 172 1.61 2.38
Philippines 425918 1621 0.38 34109 8255 13 0.16 1.94
Pakistan 392356 3045 0.78 50603 7942 45 0.57 2.02
Canada 362604 5954 1.67 103729 11916 98 0.83 3.29
Saudi Arabia 356691 302 0.08 6869 5857 17 0.29 1.64
Morocco 345276 4592 1.35 98927 5689 70 1.25 1.65
Israel 333802 718 0.22 15400 2839 5 0.18 0.85
Switzerland 318290 4312 1.37 106377 4571 62 1.38 1.44
Portugal 285838 5444 1.94 118938 4276 67 1.59 1.50
Austria 270992 4954 1.86 132013 2886 113 4.08 1.06
Sweden 243129 6774 2.87 96668 6681 59 0.89 2.75
Nepal 229343 1703 0.75 40460 1435 23 1.63 0.63
Jordan 207601 4580 2.26 106353 2570 61 2.43 1.24
Hungary 198440 6393 3.33 98815 4364 135 3.19 2.20
Ecuador 189534 1396 0.74 17026 13358 42 0.32 7.05
United Arab Emirates 165250 1283 0.78 25359 567 3 0.53 0.34
Panama 161744 1457 0.91 23984 3030 12 0.40 1.87
Serbia 155994 7780 5.25 98036 1423 57 4.17 0.91
Bolivia 144494 104 0.07 2151 8943 4 0.04 6.19
Japan 142778 2553 1.82 36642 2028 32 1.60 1.42
Kuwait 141876 329 0.23 11413 874 2 0.23 0.62
Dominican Republic 141777 855 0.61 12477 2324 7 0.30 1.64
Bulgaria 139955 3327 2.44 67771 3680 151 4.28 2.63
Qatar 138250 184 0.13 4439 237 0 0.00 0.17
Costa Rica 137093 1351 1.00 21676 1690 11 0.66 1.23
Armenia 132346 1476 1.13 30573 2090 22 1.06 1.58
Belarus 131633 1621 1.25 27347 1136 8 0.71 0.86
Kazakhstan 130039 826 0.64 14600 1990 0 0.00 1.53
Lebanon 123982 1782 1.46 32654 980 6 0.62 0.79
Georgia 123470 4780 4.03 71477 1161 37 3.29 0.94
Oman 122579 0 0.00 5412 1391 0 0.00 1.13
Guatemala 121132 447 0.37 10630 4141 8 0.19 3.42
Croatia 119706 4080 3.53 57401 1600 48 3.09 1.34
Egypt 114832 357 0.31 6078 6608 12 0.18 5.75
Azerbaijan 109813 3712 3.50 47475 1291 35 2.79 1.18
Ethiopia 108438 769 0.71 9692 1686 14 0.84 1.55
Honduras 107134 453 0.42 7558 2899 7 0.24 2.71
Moldova 104140 1246 1.21 23639 2250 21 0.94 2.16
Slovakia 103106 1849 1.83 32018 771 22 2.94 0.75
Venezuela 101524 309 0.31 7219 888 4 0.45 0.87
Greece 101287 1981 1.99 49033 2102 101 5.05 2.08

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Texas 1207243 4439 0.37 217570 21693 54 0.25 1.80 41634.98 748.14 1 in 24
California 1185576 13774 1.18 222365 19089 64 0.34 1.61 30005.30 483.12 1 in 33
Florida 979020 17344 1.80 146395 18363 109 0.60 1.88 45583.01 854.98 1 in 22
Illinois 705063 7574 1.09 239523 12685 91 0.72 1.80 55640.23 1001.04 1 in 18
New York 628375 8176 1.32 106354 34477 34 0.10 5.49 32301.28 1772.27 1 in 31
Georgia 464526 3009 0.65 62099 9380 44 0.47 2.02 43751.29 883.45 1 in 23
Ohio 399808 17065 4.46 159630 6346 72 1.15 1.59 34203.49 542.90 1 in 29
Wisconsin 399526 1422 0.36 129544 3434 19 0.56 0.86 68618.38 589.79 1 in 15
Michigan 369801 17368 4.93 147292 9357 187 2.04 2.53 37028.77 936.93 1 in 27
Tennessee 356716 4340 1.23 83572 4526 7 0.15 1.27 52203.56 662.36 1 in 19
North Carolina 354514 8008 2.31 65945 5210 72 1.40 1.47 33801.60 496.75 1 in 30
Pennsylvania 349238 8596 2.52 119892 10195 23 0.23 2.92 27279.98 796.36 1 in 37
New Jersey 326473 4095 1.27 77093 16942 17 0.10 5.19 36755.91 1907.41 1 in 27
Indiana 324537 5643 1.77 123714 5594 33 0.59 1.72 48206.54 830.93 1 in 21
Arizona 318638 4314 1.37 63874 6588 20 0.30 2.07 41844.05 865.15 1 in 24
Missouri 296665 3169 1.08 92261 3836 1 0.03 1.29 48337.02 625.02 1 in 21
Minnesota 295001 5698 1.97 124694 3535 101 2.94 1.20 52308.55 626.81 1 in 19
Alabama 242874 917 0.38 40743 3572 0 0.00 1.47 49533.93 728.51 1 in 20
Louisiana 230602 4964 2.20 43907 6391 41 0.65 2.77 49604.69 1374.77 1 in 20
Virginia 230444 1544 0.67 41674 4044 15 0.37 1.75 26998.24 473.78 1 in 37
Iowa 225056 1733 0.78 79190 2360 11 0.47 1.05 71331.54 748.00 1 in 14
Colorado 220953 4270 1.97 96484 2977 20 0.68 1.35 38368.32 516.95 1 in 26
Massachusetts 219252 4658 2.17 51978 10635 31 0.29 4.85 31549.31 1530.33 1 in 32
South Carolina 213120 2215 1.05 30248 4346 29 0.67 2.04 41392.86 844.09 1 in 24
Maryland 192858 2378 1.25 41353 4569 22 0.48 2.37 31900.13 755.75 1 in 31
Utah 190044 6142 3.34 62765 849 15 1.80 0.45 59278.38 264.82 1 in 17
Oklahoma 187567 3225 1.75 55816 1704 24 1.43 0.91 47401.66 430.63 1 in 21
Kentucky 171755 5616 3.38 54250 1871 36 1.96 1.09 38443.95 418.79 1 in 26
Washington 158167 4261 2.77 43926 2703 -1 -0.04 1.71 20770.74 354.96 1 in 48
Kansas 155411 4764 3.16 55859 1529 26 1.73 0.98 53345.09 524.83 1 in 19
Arkansas 153677 1052 0.69 34447 2436 0 0.00 1.59 50923.10 807.20 1 in 20
Mississippi 148387 1005 0.68 23533 3769 6 0.16 2.54 49858.73 1266.40 1 in 20
Nevada 146317 1536 1.06 39395 2095 2 0.10 1.43 47503.11 680.16 1 in 21
Nebraska 124066 1114 0.91 43373 984 2 0.20 0.79 64136.42 508.68 1 in 16
Connecticut 112581 3429 3.14 34456 4961 35 0.71 4.41 31576.98 1391.47 1 in 32
Idaho 98500 1997 2.07 27591 909 14 1.56 0.92 54964.52 507.24 1 in 18
New Mexico 91852 2056 2.29 39458 1504 35 2.38 1.64 43805.19 717.27 1 in 23
South Dakota 78280 2138 2.81 25641 888 39 4.59 1.13 88486.07 1003.78 1 in 11
North Dakota 77232 790 1.03 25630 908 5 0.55 1.18 101346.08 1191.50 1 in 10
Oregon 70832 2329 3.40 22224 885 18 2.08 1.25 16793.84 209.83 1 in 60
Montana 59796 114 0.19 21849 657 -1 -0.15 1.10 55948.01 614.72 1 in 18
Rhode Island 53954 1637 3.13 17574 1346 11 0.82 2.49 50930.70 1270.58 1 in 20
Puerto Rico 50678 1452 2.95 -19841 1076 7 0.65 2.12 15868.15 336.91 1 in 63
West Virginia 45046 866 1.96 17959 712 0 0.00 1.58 25205.54 398.40 1 in 40
Delaware 34170 591 1.76 8135 763 2 0.26 2.23 35090.64 783.56 1 in 28
Wyoming 31773 1012 3.29 15368 215 0 0.00 0.68 54898.50 371.48 1 in 18
Alaska 30776 674 2.24 12077 119 0 0.00 0.39 42069.87 162.67 1 in 24
District of Columbia 20937 201 0.97 3145 677 0 0.00 3.23 29666.35 959.26 1 in 34
New Hampshire 19323 477 2.53 7311 517 3 0.58 2.68 14211.11 380.23 1 in 70
Hawaii 18006 125 0.70 2315 240 3 1.27 1.33 12717.25 169.51 1 in 79
Maine 11265 0 0.00 3821 190 0 0.00 1.69 8380.37 141.35 1 in 119
Vermont 4005 178 4.65 1679 67 3 4.69 1.67 6418.38 107.37 1 in 156

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 Texas 10498559 1207243 11.50 1944793 217570 11.19 362070.7
2 California 23315918 1185576 5.08 3919569 222365 5.67 590093.8
3 Florida 12191982 979020 8.03 1786636 146395 8.19 567656.7
4 Illinois 10289223 705063 6.85 2074094 239523 11.55 811976.7
5 New York 18962849 628375 3.31 3606968 106354 2.95 974775.2
6 Georgia 4258413 464526 10.91 566680 62099 10.96 401077.8
7 Ohio 5919541 399808 6.75 1218727 159630 13.10 506415.5
8 Wisconsin 4351880 399526 9.18 854859 129544 15.15 747433.1
9 Michigan 6513757 369801 5.68 1306290 147292 11.28 652232.9
10 Tennessee 4426634 356716 8.06 635227 83572 13.16 647815.2
11 North Carolina 5192822 354514 6.83 915446 65945 7.20 495116.4
12 Pennsylvania 3129689 349238 11.16 497373 119892 24.11 244469.0
13 New Jersey 5835907 326473 5.59 972471 77093 7.93 657034.7
14 Indiana 4148596 324537 7.82 1031527 123714 11.99 616230.1
15 Arizona 2203517 318638 14.46 361206 63874 17.68 289369.4
16 Missouri 3027819 296665 9.80 378542 92261 24.37 493336.8
17 Minnesota 3922136 295001 7.52 931171 124694 13.39 695459.6
18 Alabama 1567713 242874 15.49 180265 40743 22.60 319733.6
19 Louisiana 3378743 230602 6.83 512267 43907 8.57 726799.9
20 Virginia 3269710 230444 7.05 526481 41674 7.92 383071.0
21 Iowa 1060478 225056 21.22 138461 79190 57.19 336118.7
22 Colorado 3091838 220953 7.15 949905 96484 10.16 536895.2
23 Massachusetts 8250436 219252 2.66 1702768 51978 3.05 1187198.0
24 South Carolina 2339037 213120 9.11 441940 30248 6.84 454295.4
25 Maryland 4335442 192858 4.45 747745 41353 5.53 717114.0
26 Utah 1797403 190044 10.57 333847 62765 18.80 560644.6
27 Oklahoma 2061035 187567 9.10 371434 55816 15.03 520861.8
28 Kentucky 2528558 171755 6.79 351049 54250 15.45 565967.6
29 Washington 2894367 158167 5.46 353293 43926 12.43 380092.9
30 Kansas 812424 155411 19.13 136104 55859 41.04 278865.9
31 Arkansas 1655994 153677 9.28 248992 34447 13.83 548737.6
32 Mississippi 1095659 148387 13.54 133597 23533 17.61 368146.5
33 Nevada 1607005 146317 9.10 294513 39395 13.38 521728.4
34 Nebraska 1332601 124066 9.31 332376 43373 13.05 688893.4
35 Connecticut 3154617 112581 3.57 720143 34456 4.78 884814.3
36 Idaho 464446 98500 21.21 65725 27591 41.98 259168.0
37 New Mexico 1521747 91852 6.04 291542 39458 13.53 725737.3
38 South Dakota 323484 78280 24.20 51294 25641 49.99 365659.5
39 North Dakota 1065157 77232 7.25 180425 25630 14.21 1397730.1
40 Oregon 1031436 70832 6.87 133834 22224 16.61 244547.2
41 Montana 642514 59796 9.31 118918 21849 18.37 601166.9
42 Rhode Island 1519021 53954 3.55 301105 17574 5.84 1433903.1
44 West Virginia 1102054 45046 4.09 274995 17959 6.53 616655.5
45 Delaware 709251 34170 4.82 132129 8135 6.16 728360.3
46 Wyoming 393512 31773 8.07 253338 15368 6.07 679923.8
47 Alaska 990773 30776 3.11 209472 12077 5.77 1354356.9
48 District of Columbia 672439 20937 3.11 126116 3145 2.49 952801.9
49 New Hampshire 785563 19323 2.46 134519 7311 5.43 577742.6
50 Hawaii 655563 18006 2.75 103760 2315 2.23 463010.1
51 Maine 841328 11265 1.34 165263 3821 2.31 625889.4
52 Vermont 546179 4005 0.73 117328 1679 1.43 875302.3

In Depth India Stats (State Wise Figures)

Confirmed Cases and Deaths (States of India)

State Confirmed NewConfirmations CasesPercentIncrease Recovered RecoveryRate Active Deaths NewDeaths DeathsPercentIncrease FatalityRate
Maharashtra 1648665 0 0 1470660 89.20 134137 43348 0 0 2.63
Andhra Pradesh 808924 0 0 773548 95.63 28770 6606 0 0 0.82
Karnataka 805947 0 0 719558 89.28 75423 10947 0 0 1.36
Tamil Nadu 711713 0 0 671489 94.35 29268 10956 0 0 1.54
Uttar Pradesh 472068 0 0 438512 92.89 26654 6902 0 0 1.46
Kerala 397218 0 0 302017 76.03 93745 1353 0 0 0.34
Delhi 359488 0 0 327390 91.07 25786 6312 0 0 1.76
West Bengal 353822 0 0 310086 87.64 37190 6546 0 0 1.85
Odisha 282695 0 0 266105 94.13 15278 1312 0 0 0.46
Telangana 231834 0 0 211912 91.41 18611 1311 0 0 0.57
Bihar 212705 0 0 202007 94.97 9639 1058 0 0 0.50
Assam 204386 0 0 188584 92.27 14891 908 0 0 0.44
Rajasthan 188048 0 0 169962 90.38 16233 1853 0 0 0.99
Chhattisgarh 177608 0 0 153654 86.51 22093 1861 0 0 1.05
Gujarat 168081 0 0 150750 89.69 13638 3693 0 0 2.20
Madhya Pradesh 167969 0 0 154222 91.82 10857 2890 0 0 1.72
Haryana 159457 0 0 147566 92.54 10154 1737 0 0 1.09
Punjab 131391 0 0 123047 93.65 4219 4125 0 0 3.14
Jharkhand 99906 0 0 93368 93.46 5666 872 0 0 0.87
Jammu and Kashmir 92225 0 0 83485 90.52 7296 1444 0 0 1.57
Uttarakhand 60744 0 0 55188 90.85 4080 1001 0 0 1.65
Goa 42532 0 0 39433 92.71 2517 582 0 0 1.37
Puducherry 34336 0 0 29990 87.34 3758 588 0 0 1.71
Tripura 30254 0 0 28046 92.70 1845 340 0 0 1.12
Himachal Pradesh 20586 0 0 17760 86.27 2508 288 0 0 1.40
Manipur 17424 0 0 13057 74.94 4223 144 0 0 0.83
Arunachal Pradesh 14391 0 0 12182 84.65 2174 35 0 0 0.24
Chandigarh 14085 0 0 13230 93.93 633 222 0 0 1.58
Meghalaya 9020 0 0 7332 81.29 1604 81 0 0 0.90
Nagaland 8663 0 0 6720 77.57 1833 27 0 0 0.31
Ladakh 5978 0 0 5216 87.25 691 71 0 0 1.19
Andaman and Nicobar Islands 4253 0 0 3997 93.98 198 58 0 0 1.36
Sikkim 3840 0 0 3448 89.79 245 65 0 0 1.69
Dadra and Nagar Haveli and Daman and Diu 3226 0 0 3147 97.55 51 2 0 0 0.06
Mizoram 2493 0 0 2209 88.61 284 0 0 NaN 0.00
Lakshadweep 0 0 NaN 0 NaN 0 0 0 NaN NaN
State Unassigned 0 0 NaN 0 NaN 0 0 0 NaN NaN

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 3172359 242947 9934 4.26 7.66 5563 570 117366 18118 7.46
Piemonte 1117280 89458 4878 5.77 8.01 3871 268 47916 4549 5.09
Campania 1075201 78009 4508 6.13 7.26 1677 180 62196 796 1.02
Veneto 2417660 72092 3297 4.79 2.98 1184 169 43937 2543 3.53
Emilia-Romagna 1695309 67041 1953 3.00 3.95 1673 177 33730 4752 7.09
Lazio 1591303 60707 2699 4.65 3.81 2511 234 46684 1370 2.26
Toscana 1180350 57680 2592 4.71 4.89 1303 209 39440 1502 2.60
Liguria 475685 34452 1127 3.38 7.24 1315 78 11692 1879 5.45
Sicilia 737769 28825 1423 5.19 3.91 1157 159 19513 628 2.18
Puglia 594560 23881 946 4.12 4.02 787 122 15629 802 3.36
Marche 338947 17656 697 4.11 5.21 444 60 9240 1037 5.87
Umbria 320893 13591 767 5.98 4.24 326 53 8885 174 1.28
Abruzzo 308505 13505 395 3.01 4.38 468 42 8581 584 4.32
Friuli Venezia Giulia 567637 13352 542 4.23 2.35 260 44 6755 435 3.26
P.A. Bolzano 249844 11572 713 6.57 4.63 356 35 7046 330 2.85
Sardegna 286076 11412 359 3.25 3.99 392 46 7686 249 2.18
P.A. Trento 304662 10453 261 2.56 3.43 226 17 2433 459 4.39
Calabria 292222 6714 264 4.09 2.30 212 15 4481 132 1.97
Valle d’Aosta 44359 3963 129 3.36 8.93 154 13 2168 195 4.92
Basilicata 112980 3172 249 8.52 2.81 100 16 2335 59 1.86
Molise 68295 2199 76 3.58 3.22 26 8 1405 45 2.05

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Quebec 138163 1269 0.93 6984 37 0.53 5.05 16182.74 818.02 1 in 62
Ontario 114749 1851 1.64 3616 23 0.64 3.15 7799.78 245.79 1 in 128
Alberta 53105 1227 2.37 519 9 1.76 0.98 12033.37 117.60 1 in 83
British Columbia 30884 911 3.04 395 11 2.86 1.28 6042.75 77.29 1 in 165
Manitoba 15632 344 2.25 280 14 5.26 1.79 11347.95 203.26 1 in 88
Saskatchewan 7691 329 4.47 44 4 10.00 0.57 6508.61 37.24 1 in 154
Nova Scotia 1257 0 0.00 65 0 0.00 5.17 1285.99 66.50 1 in 778
New Brunswick 477 12 2.58 7 0 0.00 1.47 611.54 8.97 1 in 1635
Newfoundland and Labrador 331 4 1.22 4 0 0.00 1.21 634.87 7.67 1 in 1575
Nunavut 159 4 2.58 0 0 NaN 0.00 NA NA 1 in NA
Prince Edward Island 70 0 0.00 0 0 NaN 0.00 442.60 0.00 1 in 2259
Yukon 45 3 7.14 1 0 0.00 2.22 1095.48 24.34 1 in 913
Northwest Territories 15 0 0.00 0 0 NaN 0.00 334.05 0.00 1 in 2994
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 40002.51 809.47 1 in 25
India 6983.65 101.72 1 in 143
Brazil 29805.78 821.66 1 in 34
France 33560.37 776.22 1 in 30
Russia 15202.01 264.19 1 in 66
Spain 34895.16 957.31 1 in 29
United Kingdom 23980.28 867.67 1 in 42
Italy 25433.48 887.52 1 in 39
Argentina 31788.50 863.25 1 in 31
Colombia 26299.37 738.01 1 in 38
Mexico 8348.25 806.83 1 in 120
Germany 12545.59 193.39 1 in 80
Poland 25234.76 425.14 1 in 40
Peru 29727.91 1112.37 1 in 34
Iran 11365.17 580.27 1 in 88
South Africa 13785.98 376.90 1 in 73
Ukraine NA NA 1 in NA
Belgium 50072.72 1433.25 1 in 20
Turkey 6784.36 163.23 1 in 147
Chile 30318.17 846.43 1 in 33

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 387793 7604 1.96
Cook Illinois 298870 6476 2.17
Miami-Dade Florida 224166 3799 1.69
Maricopa Arizona 201340 3966 1.97
Harris Texas 187867 2995 1.59
Dallas Texas 133811 1552 1.16
Clark Nevada 112894 1735 1.54
Broward Florida 105084 1648 1.57
Tarrant Texas 95989 1019 1.06
San Bernardino California 90222 1129 1.25
Queens New York 88496 7353 8.31
Kings New York 87387 7498 8.58
Riverside California 85774 1437 1.68
El Paso Texas 84683 1055 1.25
Salt Lake Utah 78530 393 0.50
Bexar Texas 76750 1492 1.94
San Diego California 76359 996 1.30
Orange California 75095 1577 2.10
Milwaukee Wisconsin 70735 742 1.05
Philadelphia Pennsylvania 65484 1971 3.01
Palm Beach Florida 64300 1676 2.61
Bronx New York 62770 5028 8.01
Hennepin Minnesota 62433 1107 1.77
Wayne Michigan 62273 3206 5.15
Suffolk New York 59273 2045 3.45
Nassau New York 59238 2248 3.79
Hillsborough Florida 57371 920 1.60
Orange Florida 57101 642 1.12
Franklin Ohio 52652 672 1.28
St. Louis Missouri 50033 976 1.95
Westchester New York 49102 1512 3.08
Utah Utah 47632 128 0.27
Shelby Tennessee 47088 658 1.40
Oakland Michigan 44624 1344 3.01
Middlesex Massachusetts 44577 2406 5.40
New York New York 44218 3223 7.29
Marion Indiana 44186 858 1.94
DuPage Illinois 44035 777 1.76
Duval Florida 42974 586 1.36
Hidalgo Texas 42844 2050 4.78
King Washington 42743 866 2.03
Mecklenburg North Carolina 42495 443 1.04
Davidson Tennessee 42057 419 1.00
Prince George’s Maryland 40479 923 2.28
Kern California 40337 448 1.11
Fulton Georgia 40185 692 1.72
Gwinnett Georgia 39249 522 1.33
Douglas Nebraska 39133 296 0.76
Cuyahoga Ohio 39132 746 1.91
Pima Arizona 38668 682 1.76
Oklahoma Oklahoma 38112 290 0.76
Will Illinois 37864 560 1.48
Fresno California 37724 481 1.28
Travis Texas 37666 483 1.28
Fairfield Connecticut 37071 1491 4.02
Lake Illinois 36375 629 1.73
Suffolk Massachusetts 36276 1234 3.40
Providence Rhode Island 35980 1028 2.86
Jefferson Kentucky 35935 444 1.24
Sacramento California 35854 566 1.58
Macomb Michigan 35814 1253 3.50
Denver Colorado 35490 522 1.47
Essex New Jersey 34478 2226 6.46
Bergen New Jersey 33875 2122 6.26
Essex Massachusetts 33663 1440 4.28
Polk Iowa 33166 333 1.00
Santa Clara California 32985 476 1.44
Montgomery Maryland 32601 944 2.90
Pinellas Florida 32408 885 2.73
Kent Michigan 32132 336 1.05
Jefferson Alabama 31944 500 1.57
Tulsa Oklahoma 31760 264 0.83
Hamilton Ohio 31491 372 1.18
Kane Illinois 31136 461 1.48
Lubbock Texas 30911 340 1.10
Hudson New Jersey 30746 1572 5.11
Fairfax Virginia 29954 623 2.08
Cobb Georgia 29639 505 1.70
Middlesex New Jersey 29602 1486 5.02
Lee Florida 29334 574 1.96
Passaic New Jersey 29148 1311 4.50
Alameda California 28857 505 1.75
Baltimore Maryland 28504 726 2.55
Adams Colorado 28347 331 1.17
Lake Indiana 28094 462 1.64
New Haven Connecticut 27925 1238 4.43
Hartford Connecticut 27844 1595 5.73
Wake North Carolina 27806 289 1.04
Union New Jersey 27709 1432 5.17
Waukesha Wisconsin 27464 202 0.74
DeKalb Georgia 27305 455 1.67
Dane Wisconsin 27164 83 0.31
Polk Florida 27149 671 2.47
Sedgwick Kansas 27049 150 0.55
Allegheny Pennsylvania 26821 501 1.87
Johnson Kansas 26731 285 1.07
Ramsey Minnesota 26238 493 1.88
Arapahoe Colorado 25936 438 1.69
Cameron Texas 25855 1108 4.29
San Joaquin California 25738 502 1.95

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc